自发神经活动的联想记忆模型

Tomoki Kurikawa, K. Kaneko
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引用次数: 10

摘要

我们提出了一种新的联想记忆模型,其中没有输入的神经活动(即自发活动)被输入修改以产生目标反应,该目标反应在相同输入时被记忆以供回忆。适当的突触连接设计使模型能够记住相当于神经元总数70%的输入/输出(I/O)映射,其中所激发的活动将目标模式与其他模式区分开来。最近的实验研究表明,无输入的自发神经活动表现为混沌动态,但与诱发活动保持一定的相似性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Associative memory model with spontaneous neural activity
We propose a novel associative memory model wherein the neural activity without an input (i.e., spontaneous activity) is modified by an input to generate a target response that is memorized for recall upon the same input. Suitable design of synaptic connections enables the model to memorize input/output (I/O) mappings equaling 70% of the total number of neurons, where the evoked activity distinguishes a target pattern from others. Spontaneous neural activity without an input shows chaotic dynamics but keeps some similarity with evoked activities, as reported in recent experimental studies.
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